February 2026

The way we interact with project management tools is changing. Instead of clicking through endless menus and dashboards, what if you could simply ask your AI assistant to create sprints, track time, or generate team reports? That’s exactly what the GitScrum MCP Server enables. Built on the Model Context Protocol, this open-source server connects AI assistants like Claude, GitHub Copilot, and Cursor directly to your GitScrum workspace. It’s not just another integration—it’s a complete operational layer that gives […]

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Modern applications often struggle to scale, not because of weak infrastructure, but because decision-making intelligence is added only after systems are already under load. Auto-scaling, DevOps pipelines, and cloud elasticity help, but they are largely reactive by design. As user demand grows, engineering teams are forced to chase latency spikes, error rates, and infrastructure bottlenecks after they appear, turning scalability into a constant firefight. This is where AI-native solutions fundamentally change how scalability is engineered. By embedding intelligence directly into […]

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Most AI apps send raw user input straight to OpenAI with zero filtering. I got tired of seeing it and built Sentinel Protocol, an open source local proxy with 81 security engines that scans every LLM request and response. It blocks PII, catches prompt injections, detects hallucinated URLs in model output, and handles MCP poisoning for AI agents. One command to start. Change one line in your SDK. 52,069 lines of code, 9 dependencies, MIT license. No cloud, […]

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Learn how CLAUDE.md, AGENTS.md, and AI memory files work. Covers file hierarchy, auto-memory, @imports, and which files you actually need for your setup.

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Strategies shift frequently. Teams reorganize. Priorities are updated again before the previous ones have fully settled.

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A simple project to use a PS5 controller on a robot vacuum accidentally exposed 7,000 homes.

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How are you, hacker? 🪐Want to know what’s trending right now?: The Techbeat by HackerNoon has got you covered with fresh content from our trending stories of the day! Set email preference here. ## Microsoft’s AutoDev: The AI That Builds, Tests, and Fixes Code on Its Own By @microsoft [ 27 Min read ] Microsoft’s AutoDev uses AI agents to write, test, and fix code autonomously, hitting 91.5% on HumanEval in Docker. Read More. How CMOs Win CFO […]

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Public tension between Anthropic and the Pentagon may be strategic signaling, not separation. Ethical positioning protects reputation, while defense integration continues through controlled deployments and negotiation. Public perception, procurement leverage, and backchannel talks all shape how AI becomes embedded in national security infrastructure. Anthropic’s public ethical stance and Pentagon pressure likely reflect negotiation leverage, not disengagement. AI integration continues behind controlled federal deployments.

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Cross-domain reinforcement learning (RL) aims to learn transferable policies under dynamics shifts between source and target domains. A key challenge lies in the lack of target-domain environment interaction and reward supervision, which prevents direct policy learning. To address this challenge, we propose Bridging Dynamics Gaps for Cross-Domain Reinforcement Learning (BDGxRL), a novel framework that leverages Diffusion Schrödinger Bridge (DSB) to align source transitions with target-domain dynamics encoded in offline demonstrations. Moreover, we introduce a reward modulation mechanism that […]

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This paper presents, in a unified form and with explicit logical justification, a chain of original results on the internal structure of perfect powers and their connection with Fermat’s Last Theorem (FLT). Starting from the historical formula of Nicomachus of Gerasa c. 100 AD for the cumulative sum of cubes, ( S_3(n) = T_n^2 ), and applying the backward finite-difference operator ∇—formalised by Taylor (1715) and systematised by Boole (1860)—the the Anderson Identity (2026) is derived: ( n^3 […]

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